Susan McKeever

Communication-Efficient Federated Video Human Activity Recognition via Discriminative Subspace Discovery

Federated learning (FL) enables privacy-preserving video human activity recognition without centralizing data. Despite its potential, FL remains fundamentally constrained by the high communication overhead incurred during training. Existing methods, such as model quantization, gradient sparsificatio